作者
Abel Hailemichael, Syed Moshfeq Salaken, Ali Karimoddini, Abdollah Homaifar, Khosravi Abbas, Saeid Nahavandi
发表日期
2020/1/1
期刊
Journal of Intelligent & Fuzzy Systems
卷号
38
期号
2
页码范围
1915-1928
出版商
IOS Press
简介
Type-2 fuzzy logic controllers are capable of handling different types of uncertainties that naturally exist in most practical situations. However, the high computation cost of type-2 fuzzy logic controllers is a bottleneck for practically applying them to real-world applications. This paper introduces a novel approach for designing a computationally effective type-2 fuzzy logic controller. For this purpose, on the antecedent side, interval type-2 fuzzy sets are employed to capture the signal readings, which significantly reduce the computation costs while preserving the major advantages of general type-2 fuzzy logic systems. On the consequent side, however, the Takagi-Sugeno-Kang (TSK) technique is integrated with the proposed controller to render the control outputs in a parallel way. To further reduce the computation cost, the theory of uncertainty bounds is employed for the output processing of the proposed controller. To …
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A Hailemichael, SM Salaken, A Karimoddini… - Journal of Intelligent & Fuzzy Systems, 2020